{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "379f73bb",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "058029f1",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import argparse\n",
    "import datetime\n",
    "import numpy as np\n",
    "import time\n",
    "import torch\n",
    "import torch.backends.cudnn as cudnn\n",
    "import torch.multiprocessing as mp\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torchvision\n",
    "import json\n",
    "import math\n",
    "from matplotlib import pyplot as plt \n",
    "import torch.autograd as autograd\n",
    "import random\n",
    "\n",
    "from pathlib import Path\n",
    "import collections.abc as container_abcs\n",
    "\n",
    "from timm.data import Mixup\n",
    "from timm.models import create_model\n",
    "from timm.loss import LabelSmoothingCrossEntropy, SoftTargetCrossEntropy\n",
    "from timm.scheduler import create_scheduler\n",
    "from timm.optim import create_optimizer\n",
    "from timm.utils import NativeScaler, get_state_dict, ModelEma\n",
    "\n",
    "sys.path.append('../')\n",
    "from datasets import build_dataset, build_transform\n",
    "from utils import DistillationLoss, RASampler, unnormalize_image\n",
    "import models.vit\n",
    "import models.absvit\n",
    "import utils\n",
    "from config import config\n",
    "from typing import Iterable, Optional\n",
    "from einops import rearrange\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2193d4e9-6984-4252-816f-3c25623489ff",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Args"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "baf5d4d4",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "parser = argparse.ArgumentParser('DeiT training and evaluation script')\n",
    "args = parser.parse_args(args=[])\n",
    "args.attention = 'self-att'\n",
    "args.model = 'absvit_tiny_patch8_224_gap'\n",
    "args.resume = 'https://berkeley.box.com/shared/static/7415yz4d1l5z0ur6x32k35f8y99zgynq.pth'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ac6d368-da5d-40cc-bb96-31925105ad88",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Loading Pretrained AbSViT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "641f642c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not using distributed mode\n",
      "Creating model: absvit_tiny_patch8_224_gap\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading: \"https://berkeley.box.com/shared/static/7415yz4d1l5z0ur6x32k35f8y99zgynq.pth\" to /home/bfshi/.cache/torch/hub/checkpoints/7415yz4d1l5z0ur6x32k35f8y99zgynq.pth\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "321e3d185d474f4f8f729d0f50c14afa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0.00/101M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('Not using distributed mode')\n",
    "args.distributed = False\n",
    "\n",
    "device = torch.device(\"cuda\")\n",
    "\n",
    "cudnn.benchmark = True\n",
    "\n",
    "print(f\"Creating model: {args.model}\")\n",
    "model = create_model(\n",
    "    args.model,\n",
    "    pretrained=False,\n",
    "    num_classes=1000,\n",
    "    drop_rate=0,\n",
    "    drop_path_rate=0.1,\n",
    "    drop_block_rate=None\n",
    ")\n",
    "model.to('cuda:0')\n",
    "\n",
    "model_without_ddp = model\n",
    "checkpoint = torch.utils.model_zoo.load_url(args.resume)\n",
    "model_without_ddp.load_state_dict(checkpoint['model'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "247397c2-dea2-47db-84cf-40732c2d213b",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Loading a Regular ViT as Baseline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "36286d67",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating model: absvit_tiny_patch8_224_gap\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading: \"https://berkeley.box.com/shared/static/zzy0bl6b59q05a3hobbehqeuhg5u1mhk.pth\" to /home/bfshi/.cache/torch/hub/checkpoints/zzy0bl6b59q05a3hobbehqeuhg5u1mhk.pth\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c6acfcba83fa4a17873d0725f57d4584",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0.00/87.5M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(f\"Creating model: {args.model}\")\n",
    "args.model = 'vit_tiny_patch8_224_gap'\n",
    "args.resume = 'https://berkeley.box.com/shared/static/zzy0bl6b59q05a3hobbehqeuhg5u1mhk.pth'\n",
    "model_ff = create_model(\n",
    "    args.model,\n",
    "    pretrained=False,\n",
    "    num_classes=1000,\n",
    "    drop_rate=0,\n",
    "    drop_path_rate=0.1,\n",
    "    drop_block_rate=None\n",
    ")\n",
    "model_ff.to('cuda:0')\n",
    "\n",
    "model_ff_without_ddp = model_ff\n",
    "checkpoint = torch.utils.model_zoo.load_url(args.resume)\n",
    "model_ff_without_ddp.load_state_dict(checkpoint['model'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "faf2b754",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "_ = model.eval()\n",
    "_ = model_ff.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b97777ee-5586-40e2-8ee9-babbe06ac764",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Helper Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "be290983-612c-4932-b763-38dfec95c550",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def get_attention(self, x, td=None):\n",
    "    layer = len(self.blocks)-3\n",
    "    x = self.patch_embed(x)\n",
    "    x = self._pos_embed(x)\n",
    "    for i in range(layer):\n",
    "        if td is None:\n",
    "            x = self.blocks[i](x)\n",
    "        else:\n",
    "            x = self.blocks[i](x, td[i])\n",
    "    attn = x.norm(dim=-1)[:, self.num_prefix_tokens:]\n",
    "    return attn\n",
    "\n",
    "def load_image(path):\n",
    "    img = plt.imread(path)\n",
    "    img = torch.Tensor(img).float().cuda().permute(2, 0, 1)\n",
    "    img = img / 255\n",
    "    mean = torch.Tensor([0.485, 0.456, 0.406]).cuda().view(3, 1, 1)\n",
    "    std = torch.Tensor([0.229, 0.224, 0.225]).cuda().view(3, 1, 1)\n",
    "    img = (img - mean) / std\n",
    "    img = F.interpolate(img[None], size=224, mode='bicubic')[0]\n",
    "    return img"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be14cafa-0af9-4e31-be40-2de1a7e84d76",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Comparing Attention of Single-Object Image between ViT and AbSViT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "24a02439",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# x0 = load_image('single_object_image_1.jpg')\n",
    "x0 = load_image('single_object_image_2.jpg')\n",
    "img = unnormalize_image(x0)\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6733d874",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "feedforward attention map:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"feedforward attention map:\")\n",
    "x = x0[None, ...]\n",
    "att = get_attention(model_ff, x)\n",
    "L = att.shape[-1]\n",
    "att = att[0].view(int(L**0.5), int(L**0.5))\n",
    "att = (att - (0.7*att.max() + 0.3*att.min())).clamp(0)\n",
    "plt.imshow(att.detach().cpu().numpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "35a88415",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prior mask:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "feedback attention with prompt:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"prior mask:\")\n",
    "input = x0[None, ...]\n",
    "x, _, __ = model.forward_features(input)\n",
    "cos_sim = F.normalize(x, dim=-1) @ F.normalize(model.prompt[None, ..., None], dim=1)  # B, N, 1\n",
    "mask = cos_sim.clamp(0, 1)\n",
    "mask_vis = mask[0, model.num_prefix_tokens:].squeeze().view(int(L**0.5), int(L**0.5))\n",
    "mask_vis = (mask_vis - (0.7*mask_vis.max() + 0.3*mask_vis.min())).clamp(0)\n",
    "plt.imshow(mask_vis.detach().cpu().numpy())\n",
    "plt.show()\n",
    "\n",
    "\n",
    "print(\"feedback attention with prompt:\")\n",
    "x = x * mask\n",
    "td = model.feedback(x)\n",
    "att = get_attention(model, input, td)\n",
    "L = att.shape[-1]\n",
    "att = att[0].view(int(L**0.5), int(L**0.5))\n",
    "att = (att - (0.7*att.max() + 0.3*att.min())).clamp(0)\n",
    "plt.imshow(att.detach().cpu().numpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "384f7872",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "d8bf8f96",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Controllable Top-down Attention on Multi-Object Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c33f4832",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y0 = 120\n",
    "y1 = 264\n",
    "x_bi = load_image('multi_object_artificial_120_264.jpg')\n",
    "\n",
    "# y0 = 282\n",
    "# y1 = 291\n",
    "# x_bi = load_image('multi_object_artificial_282_291.jpg')\n",
    "\n",
    "# y0 = 879 # umbrella\n",
    "# y1 = 200 # dog\n",
    "# x_bi = load_image('multi_object_real_879_200.jpg')\n",
    "\n",
    "\n",
    "x_bi = x_bi[None]\n",
    "img = unnormalize_image(x_bi)\n",
    "plt.imshow(img)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "06b4c488",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bottom-up attention:\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD4CAYAAAAq5pAIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAWd0lEQVR4nO3de3Bc1X0H8O9vH5IsWbIky5KFZWzL2MZgg02EIUASGhIHKKmBNAyPSc2U1uk0tDBDpqG0U2gm05CWJKUzhNYJDiZDYJgJ1MzgphiXQCA8LBvhB8bI2MLID8lvvazH7v76hxZGEJ3fFXv3Fc73M6NZaX977j262p/u7v7uOUdUFUT06RcpdAeIKD+Y7ESeYLITeYLJTuQJJjuRJ2L53FmJlGoZKvK5ywkbarL7VdrZ7w5WlpttE6VixmNHjG0XWKrGPi7JUru9JIxtlwTs3D5s0KBTlRiVJrU3XjJpxN70O8NmPFFnH7dIyh2L9gyabTWRdMYG0Y9hHRr3lwuV7CJyOYD7AUQB/ExV77UeX4YKXCCXhdllzuy57bNmvPnvXnHGki3nmW1PzLUzYupD7m0XWv+XLjDjx+dFzfikw+6E651l71vjdjxRbmQMAC1x7zsyaP+nOP3sg2a8ZPk+M3702gvt9r3uvlVveMdsmzx6zBl7TTc6Yxm/jBeRKIAHAFwB4CwAN4jIWZluj4hyK8x79mUAdqvqHlUdBvA4gBXZ6RYRZVuYZJ8B4P0xP3em7/sIEVklIq0i0jqCoRC7I6IwwiT7eB8C/N4bEVVdraotqtoSR8CnOUSUM2GSvRPAzDE/NwE4EK47RJQrYZJ9E4B5IjJHREoAXA/g6ex0i4iyLePSm6omRORWAP+L0dLbGlXdkbWe5Vnp0YCiriH6my1mfOpvMt50wQ1Pts8Hle/b5a/ybnehfaDRLrQPzT5lxkv2ltnt69316Fif/feO31Njxt991I7PvTHzcqq71+GEqrOr6noA67PUFyLKIV4uS+QJJjuRJ5jsRJ5gshN5gslO5AkmO5En8jqePdCyxXb89W0Zbzo2s8mMz/jB7zLe9qdZ3TO7zfipz8w242Wvtztj9d+2a9WpgDHnB6JTzDh63HX84XpjoD2A2OFeMz73xnftfedQdMEZzph0vOSM8cxO5AkmO5EnmOxEnmCyE3mCyU7kCSY7kSeKq/QWorQWJHmo24ynLllixiMvtTljx2+2Z6atebh4Z48NMnD+bPsBASODRxY3O2PvddhPv8UL3jfj+1PVZnzt8tXO2L93ftls2//OYTNeSFpqHDdx/0F4ZifyBJOdyBNMdiJPMNmJPMFkJ/IEk53IE0x2Ik8UVZ09esYcM37489Odsdo1di1bR+wldnvmTDLj1e6Rgxiqznwa6mJ36EL7KTLpkP27Nz7nXnG0pKvebLujvNGMl5Taw1TLxL3s8rxKu46+zRhGCgDJXfbQ31xKbX3bGVN1L/fMMzuRJ5jsRJ5gshN5gslO5AkmO5EnmOxEnmCyE3miqOrsyd17zXhtQNzSc+OFZrzm8c1mPPmFpc5YSY/aOzfGGAMANKB9AQ2fbl+fkIrbyy4Pnl7tjJUFLJPd7x4KDwB48LxHzXjb4Cxn7AcNbWbbr+yy933g2xeZ8dPuK76pyUMlu4h0AOjF6JLSCVVtyUaniCj7snFm/yNVPZKF7RBRDvE9O5Enwia7AnhWRDaLyKrxHiAiq0SkVURaRzAUcndElKmwL+MvVtUDIlIPYIOIvK2qL459gKquBrAaAKqktng/iSL6lAt1ZlfVA+nbbgBPAViWjU4RUfZlnOwiUiEilR98D2A5gO3Z6hgRZVeYl/ENAJ6S0RpyDMAvVfXXWelVDlQctOvF++60q4Yzv+ceL9/zJbuGL39mx3ua7XrzrLvtmu3RW9zz1k99KNyc9fNutq8/eO+79pz5I1Xup1jPfHs8ek3lgBl/tmeRGe8YmOqMlYn9fIhUVprxYqyjB8k42VV1D4Bzs9gXIsohlt6IPMFkJ/IEk53IE0x2Ik8w2Yk8UVRDXHPp+PxSMx5ZetKMn7zpAmcsMdm+MLC6/ZQZr1t/wIwnzWj48pol1jTDjCfmuqcuBoCq/+pyxuRP7Kmij++fYsZnz7PHX2096e77P2/6qtl2QVOfGcfOXjueQxIz0taoZvLMTuQJJjuRJ5jsRJ5gshN5gslO5AkmO5EnmOxEniiqOnu0wV7CN3HGac7YwHS7jt53esDO36oyw/2nuYehpibZQzURMD9P+x328sDNd9rLC4cRm20fmETHPjNe+bJ7umYASDziPp/UPWJPQ1270t73/x0704x/oe4dZ6w8Zg9x3X7tAjM+55d2+8Te98x4GJownm/Gc41ndiJPMNmJPMFkJ/IEk53IE0x2Ik8w2Yk8wWQn8kRR1dmTXd1mXIz48M32lMaTA8qelZ12rTxZ5v6/OP2VEbPte1eWm/H5D7xvxrv+wv7dpv7MPZ69/2vucfgAcKrO/n8vKXs8e/1PAqZU/ok7VFdnj/Pv7bGvP9h1ecqMD5zpruMnUvbvPX/5u2b84D57PenqHNbZU59zLx+OLe6/B8/sRJ5gshN5gslO5AkmO5EnmOxEnmCyE3mCyU7kibzW2ZO1Fei53L18cdVjr2a87ZqH7bnT2++3l02u6LKXTa5qc89/fuAK9zh7AJjWZs/8nqq1lwceueqEGT9UcZEz1ne+Xcuev2qXGR/4or0schjJI0fNeOkJe6x8/Lg9h8G2He6x+uefY9fRn2jeaMaXVP+1GQ9F7Odi5LdvuIPq/nsHntlFZI2IdIvI9jH31YrIBhFpT9/WBG2HiAprIi/jHwZw+cfuuxPARlWdB2Bj+mciKmKBya6qLwI49rG7VwBYm/5+LYCrs9stIsq2TD+ga1DVgwCQvnVOHiciq0SkVURaE4P9Ge6OiMLK+afxqrpaVVtUtSVWVpHr3RGRQ6bJ3iUijQCQvrWHqxFRwWWa7E8DWJn+fiWAddnpDhHlSmCdXUQeA3ApgDoR6QRwN4B7ATwhIrcA2Afg6xPZWaIcOLLUXUPsa3LXiwEg3ueeFHvag3adPTJs1y4nrXvdjOtZ852x+gfsMd3HV9rj0Yca7Lc3U35u/0/ef6l7XHdqxG7be+ViM156LGBO/ByKHx4IeIRdZ69qdz+9dzfVmW3P7rrJjM/69SEzbl9ZAcjSs50xfWOH2TZSVube7qD7eR6Y7Kp6gyN0WVBbIioevFyWyBNMdiJPMNmJPMFkJ/IEk53IE3kd4ipJINZvlN6a7TJP0wa7fGaZvX4o47YAgKQ9bbGl/EjANNUl9v/cyLC95nP0lPu4xGfYSwsfXWSXr+Y8cdyMp4wSEgCcXOgevntinv17N7xuT9Hd9FzAssmTo87Ygus7zbbvfM/+vZLtdnksSFB5zZIaHHRvV93PFZ7ZiTzBZCfyBJOdyBNMdiJPMNmJPMFkJ/IEk53IE3mts0dGgIr97jpgstRdFwWAzuXugYPzn7T3Heuza7ZiDBsEgNRkdz3aGq4IAJERu04+Mtn+n1v+35vNeHyJe1nmpuu2mW37/9Re0nmwqcre97OtZrzKmPXY3jIweNUyM54osZ8vfdPd8TcfPMdsW7fn49MuftTuf7GHLc+5yx5ybYlWTzHjyRMnM9ouz+xEnmCyE3mCyU7kCSY7kSeY7ESeYLITeYLJTuSJvNbZ470jqH/BvfTxyS/aldfql8sz3rdusuvNdiUciCSM6Zrf3Gm3vfQ8Mz4wLW7Gy1P2xMRN33dPZT30x+ebbSVgmH7Zlr1mPGjK5BPfcNeje5rt+QkSFfZfZfqrdufLj7jjVc+9bbYdWdxsxsPU0YNkWkcPwjM7kSeY7ESeYLITeYLJTuQJJjuRJ5jsRJ5gshN5Iq919sGGON6+fZozPu/G18z2XX9jL+kcRuqSJfYDXmrLeNtHzrHHysd77Xpy0Jjzis5TzljpM5vMtkG03L62IWjsdfUv3PXo6kw6NHbfVfZ1GSPnuGvlu79zltl2zt/nro5eKIFndhFZIyLdIrJ9zH33iMh+EWlLf12Z224SUVgTeRn/MIDLx7n/x6q6JP21PrvdIqJsC0x2VX0RgD1HDxEVvTAf0N0qIlvTL/NrXA8SkVUi0ioircm+vhC7I6IwMk32BwHMBbAEwEEAP3Q9UFVXq2qLqrZEJ0/OcHdEFFZGya6qXaqaVNUUgJ8CsKcBJaKCyyjZRaRxzI/XANjueiwRFYfAOruIPAbgUgB1ItIJ4G4Al4rIEowOA+8A8M2J7KzkhGL2OvcI6GN/bs/FXWLUoyVm/yrJixeb8dhxd60aADJfnR3oO91u3fyUe71tAIh3dGe87+RnAua033PAbn/cXp8dA5+0R9mT7Okx4xp3n8uC6ujHV9rPxUjCvjaidstRM55qd88ToImE2TZTgcmuqjeMc/dDOegLEeUQL5cl8gSTncgTTHYiTzDZiTzBZCfyRF6HuEpKER1wlxVqf24vTRwxhlv2X2VP11zeGVAjCqitWVMiV3YOmW1nPmdPuBx/77AZT+y3y2OmgLZ7/8keNjzr+/aSzDoybO9/mbvkGe232yZ37DLjsVkzzfjJGSXOWPwae9hwzdpwQ1yDptguBJ7ZiTzBZCfyBJOdyBNMdiJPMNmJPMFkJ/IEk53IE6IatFhx9kwpqdeL6q5zxlMBS9Wmhkcy3nfvdfbSxVW77SmztDXzIftBQ3dr19g1XQkYpqqbdzhjsekNZtvEIfcS2n/oYo3TnTGtmGS2Te62l6oOMnSF/Xwr/Z9wU3y7vKYb0aPHxl0Lm2d2Ik8w2Yk8wWQn8gSTncgTTHYiTzDZiTzBZCfyRF7Hs+tIwqzrHv4rux497T+NerQxbhoAYqfsAeuD9XbdtdSM2oLq6KdW2GtsaHTcsumHog1GTXe9Xc+Nnr3AjAeNKS9mA+fa490tJSHr7EF1dOvaCeu6iTB4ZifyBJOdyBNMdiJPMNmJPMFkJ/IEk53IE0x2Ik/ktc6O8kmQRe56eN3WzNf/jQzaY91HyivMeNVjr2a877BKTtpL9CYqomZ8aIo7XjFnltn25MJqMz7lqD0efnjBaWY88sIbzljQvO+JxhozHt17yIxLwn1tRfw5e42CXMtVLd0SeGYXkZki8ryI7BSRHSJyW/r+WhHZICLt6Vv7L0NEBTWRl/EJAHeo6kIAFwL4loicBeBOABtVdR6AjemfiahIBSa7qh5U1S3p73sB7AQwA8AKAGvTD1sL4Ooc9ZGIsuATfUAnIrMBLAXwGoAGVT0IjP5DAFDvaLNKRFpFpHUk0R+yu0SUqQknu4hMBvArALeras9E26nqalVtUdWWeMz+kIyIcmdCyS4icYwm+qOq+mT67i4RaUzHGwF056aLRJQNgaU3EREADwHYqao/GhN6GsBKAPemb9cFbUvjgsH6Mme89JmA6XUj7hJTauvbZtMpJYvsbS+1p2uOdLiXPh4+d47Z9vh8e4Bsw1O7zXjXzfPM+Gn/9jtn7OhNF5ptpzxqlxztoiAQCZiKemR5izsWsO14j72kc6ppmhkfnBp3bztg30Flwf5F7mmqAaCs65S9A2MK91yV5SZSZ78YwDcAbBORtvR9d2E0yZ8QkVsA7APw9Zz0kIiyIjDZVfUlAK7ZEy7LbneIKFd4uSyRJ5jsRJ5gshN5gslO5AkmO5En8rpkc5XU6gXi/gA/1jTDbJ/o3J/xvgeuvcCMV71hD5dM7H0v430HTXOdrLCrvtHnt5jxd+9z19Kbn7TrvRoJmKb6VXupak0EVeIzF20Y9wrsDw0vbDLjYjy3raG3hSYxu0hmHXMu2UxETHYiXzDZiTzBZCfyBJOdyBNMdiJPMNmJPJHXqaRlUhkiZ5zpjCe222PSLanPLTXj5U++ZsZ1oT1mPJTXt5nhxBXGkssAIp8914zP/+5bzliyx55UqPMfLzLjpwfNsH3hOXb81a0BG3Dr/upcM17/gj2WPtm+J+N9B4k1zzbjqQP2dRupwUFnLFfXLvDMTuQJJjuRJ5jsRJ5gshN5gslO5AkmO5EnmOxEniiq8ezRqbVm++TRY9nuUlHo/5o91r7ymTfNuFWzjZS55+kPapsNXX/rruMPXNRntj1trT3f/qSD9nJiqTb39QefVhzPTkRMdiJfMNmJPMFkJ/IEk53IE0x2Ik8w2Yk8MZH12WcCeATAdAApAKtV9X4RuQfAXwI4nH7oXaq6PkxnguroevESdz9fbjPbRgPGqyd3tpvxMILmw694f8CMh6mFp5bMN+Oxbnu8e2JPR8b7BoCG/3CvHR9bZ6+BrnH76SmpgGtEysudodSAfczD6rvOPZc/AEx+wj1RQGSRe84HAEhNLnEHtxrH29zqqASAO1R1i4hUAtgsIhvSsR+r6n0T2AYRFdhE1mc/COBg+vteEdkJwD5VEVHR+UTv2UVkNoClAD6Y4+lWEdkqImtEpMbRZpWItIpI6wiGwvWWiDI24WQXkckAfgXgdlXtAfAggLkAlmD0zP/D8dqp6mpVbVHVljjsa52JKHcmlOwiEsdooj+qqk8CgKp2qWpSVVMAfgpgWe66SURhBSa7iAiAhwDsVNUfjbm/cczDrgFgL/dJRAUVOMRVRC4B8FsA2zBaegOAuwDcgNGX8AqgA8A30x/mOQUNcc2lyLkLzXjqzZ156kn2San77ZEOhfucRAOmsZZX7OG3luGvtJjx8h3m0wnJrsNmPNrUaMYtoZbozrHoGXOcsVf2PYKTg4fGHeI6kU/jXwIwXuNQNXUiyi9eQUfkCSY7kSeY7ESeYLITeYLJTuQJJjuRJ/K6ZHMh/SHX0YOEraVbguroA9fa02D317vPJ6U99jUekfnTzXh8+rjDMT7U2+Qe4lq5+YDZtpgld+91xlSHnTGe2Yk8wWQn8gSTncgTTHYiTzDZiTzBZCfyBJOdyBN5XbJZRA4DGDtQuA7Akbx14JMp1r4Va78A9i1T2ezbLFWdNl4gr8n+ezsXaVVVewaDAinWvhVrvwD2LVP56htfxhN5gslO5IlCJ/vqAu/fUqx9K9Z+AexbpvLSt4K+Zyei/Cn0mZ2I8oTJTuSJgiS7iFwuIrtEZLeI3FmIPriISIeIbBORNhFpLXBf1ohIt4hsH3NfrYhsEJH29K09qDu/fbtHRPanj12biFxZoL7NFJHnRWSniOwQkdvS9xf02Bn9ystxy/t7dhGJAngHwJcBdALYBOAGVX0rrx1xEJEOAC2qWvALMETk8wD6ADyiqovS9/0rgGOqem/6H2WNqn6nSPp2D4C+Qi/jnV6tqHHsMuMArgZwMwp47Ix+XYc8HLdCnNmXAditqnt0dFqNxwGsKEA/ip6qvgjg2MfuXgFgbfr7tRh9suSdo29FQVUPquqW9Pe9AD5YZrygx87oV14UItlnAHh/zM+dKK713hXAsyKyWURWFboz42j4YJmt9G19gfvzcYHLeOfTx5YZL5pjl8ny52EVItnHW0qqmOp/F6vqeQCuAPCt9MtVmpgJLeOdL+MsM14UMl3+PKxCJHsngJljfm4CUDSz/6nqgfRtN4CnUHxLUXd9sIJu+ra7wP35UDEt4z3eMuMogmNXyOXPC5HsmwDME5E5IlIC4HoATxegH79HRCrSH5xARCoALEfxLUX9NICV6e9XAlhXwL58RLEs4+1aZhwFPnYFX/5cVfP+BeBKjH4i/y6AfyhEHxz9agbwZvprR6H7BuAxjL6sG8HoK6JbAEwFsBFAe/q2toj69guMLu29FaOJ1Vigvl2C0beGWwG0pb+uLPSxM/qVl+PGy2WJPMEr6Ig8wWQn8gSTncgTTHYiTzDZiTzBZCfyBJOdyBP/DwZ1zdWVjQinAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "input = x_bi\n",
    "x, _, __ = model.forward_features(input)\n",
    "cos_sim = F.normalize(x, dim=-1) @ F.normalize(model.prompt[None, ..., None], dim=1)  # B, N, 1\n",
    "mask = cos_sim.clamp(0, 1)\n",
    "x = x * mask\n",
    "td = model.feedback(x)\n",
    "\n",
    "\n",
    "att = get_attention(model, input, td)\n",
    "\n",
    "print(\"Bottom-up attention:\")\n",
    "L = att.shape[-1]\n",
    "att = att[0].view(int(L**0.5), int(L**0.5))\n",
    "att = (att - (0.7*att.max() + 0.3*att.min())).clamp(0)\n",
    "plt.imshow(att.detach().cpu().numpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f25271c8",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prior mask of class 1:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "top-down attention of class 1:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "input = x_bi\n",
    "\n",
    "x, _, __ = model.forward_features(input)\n",
    "cos_sim = F.normalize(x, dim=-1) @ F.normalize(model.head.weight[y0][None, ..., None], dim=1)  # B, N, 1\n",
    "mask = cos_sim.clamp(0, 1)*40\n",
    "print(\"prior mask of class 1:\")\n",
    "plt.imshow(mask[0, 1:, 0].view(28, 28).detach().cpu().numpy())\n",
    "plt.show()\n",
    "\n",
    "x = x * mask\n",
    "td = model.feedback(x)\n",
    "\n",
    "att = get_attention(model, input, td)\n",
    "\n",
    "print(\"top-down attention of class 1:\")\n",
    "L = att.shape[-1]\n",
    "att = att[0].view(int(L**0.5), int(L**0.5))\n",
    "att = (att - (0.7*att.max() + 0.3*att.min())).clamp(0)\n",
    "plt.imshow(att.detach().cpu().numpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e94309c3",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prior mask of class 2:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "top-down attention of class 2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "input = x_bi\n",
    "\n",
    "x, _, __ = model.forward_features(input)\n",
    "cos_sim = F.normalize(x, dim=-1) @ F.normalize(model.head.weight[y1][None, ..., None], dim=1)  # B, N, 1\n",
    "mask = cos_sim.clamp(0, 1)*40\n",
    "print(\"prior mask of class 2:\")\n",
    "plt.imshow(mask[0, 1:, 0].view(28, 28).detach().cpu().numpy())\n",
    "plt.show()\n",
    "\n",
    "x = x * mask\n",
    "td = model.feedback(x)\n",
    "\n",
    "att = get_attention(model, input, td)\n",
    "\n",
    "print(\"top-down attention of class 2\")\n",
    "L = att.shape[-1]\n",
    "att = att[0].view(int(L**0.5), int(L**0.5))\n",
    "att = (att - (0.7*att.max() + 0.3*att.min())).clamp(0)\n",
    "plt.imshow(att.detach().cpu().numpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73b0353f",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}